{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "70cc6d03",
   "metadata": {},
   "source": [
    "# 霍夫变换 cv2.HoughLines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "51ca14d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Axes: >, <matplotlib.image.AxesImage at 0x7019b45c5f90>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = cv2.imread('../image.jpg', 0)\n",
    "imgo = cv2.imread('../image.jpg', -1)\n",
    "\n",
    "o = cv2.cvtColor(imgo, cv2.COLOR_BGR2RGB)\n",
    "oshow = o.copy()\n",
    "\n",
    "img = cv2.medianBlur(img, 5)\n",
    "circles = cv2.HoughCircles(img, cv2.HOUGH_GRADIENT, 1, 30, param1=50, param2=30, minRadius=10, maxRadius=200)\n",
    "assert circles is not None\n",
    "circles = np.uint16(np.around(circles))\n",
    "\n",
    "for i in circles[0, :]:\n",
    "    cv2.circle(o, (i[0], i[1]), i[2], (255, 0, 0), 2)\n",
    "    cv2.circle(o, (i[0], i[1]), 2, (0, 0, 255), 3)\n",
    "\n",
    "plt.subplot(121), plt.imshow(oshow)\n",
    "plt.subplot(122), plt.imshow(o)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv (3.13.3)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
